{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "plt.style.use(\"fivethirtyeight\")\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 创建多子图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = np.linspace(0,np.pi*2,100)\n",
    "y = np.sin(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "fig.patch.set_fc(\"skyblue\")\n",
    "ax1 = plt.axes([0.1,0.1,0.4,0.4])\n",
    "ax2 = plt.axes([0.6,0.6,0.3,0.3])\n",
    "ax3 = plt.axes([0.4,0.4,0.3,0.3])\n",
    "\n",
    "ax1.plot(x,y,color=\"steelblue\")\n",
    "ax1.set_xticks([0,np.pi/2,np.pi,np.pi/2*3,np.pi*2])\n",
    "ax1.set_xticklabels([\"0\",\"pi/2\",\"pi\",\"3/2*pi\",\"2*pi\"])\n",
    "ax1.set_title(\"Axes_1\")\n",
    "ax2.plot(x,y,color=\"limegreen\")\n",
    "ax3.plot(x,y,color=\"red\")\n",
    "\n",
    "\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "plt.rcParams['figure.figsize'] = (10.0, 8.0) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# subplots_adjust(self, left=None, bottom=None, right=None, top=None,\n",
    "# wspace=None, hspace=None)\n",
    "\n",
    "fig = plt.figure()\n",
    "ax1 = plt.subplot(2,3,1,projection=\"polar\")\n",
    "ax2 = plt.subplot(2,3,2)\n",
    "ax3 = plt.subplot(2,3,4,projection=\"hammer\")\n",
    "ax4 = plt.subplot(2,3,5)\n",
    "ax5 = plt.subplot(2,3,3,projection=\"aitoff\")\n",
    "ax6 = plt.subplot(2,3,6)\n",
    "\n",
    "ax1.patch.set(fc=\"lightgreen\")\n",
    "ax1.set_title(\"Polar\")\n",
    "ax2.patch.set(fc=\"skyblue\")\n",
    "ax6.patch.set(fc=\"skyblue\")\n",
    "\n",
    "plt.subplots_adjust(hspace=0.2,wspace=0.4)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 快速创建多子图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots(2,3,sharex=\"col\",sharey=\"row\")\n",
    "ax[0,1].patch.set(fc=\"lightgreen\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 复杂网络"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mean = [0, 0]\n",
    "cov = [[1, 1], [1, 2]]\n",
    "x, y = np.random.multivariate_normal(mean, cov, 3000).T\n",
    "\n",
    "# 建立网格和子图\n",
    "fig = plt.figure(figsize=(6, 6))\n",
    "grid = plt.GridSpec(4, 4, hspace=0.2, wspace=0.2)\n",
    "main_ax = fig.add_subplot(grid[:-1, 1:])  # 注意切片的方式\n",
    "y_hist = fig.add_subplot(grid[:-1, 0], xticklabels=[], sharey=main_ax)\n",
    "x_hist = fig.add_subplot(grid[-1, 1:], yticklabels=[], sharex=main_ax)\n",
    "\n",
    "# 在主子图上绘制散点图\n",
    "main_ax.plot(x, y, 'ob', markersize=3, alpha=0.2)\n",
    "\n",
    "# 在附属子图上绘制直方图\n",
    "\n",
    "x_hist.hist(x, 40, histtype='stepfilled',\n",
    "            orientation='vertical', color='skyblue')\n",
    "x_hist.invert_yaxis() # 让y坐标轴的值由大到小，逆序\n",
    "\n",
    "y_hist.hist(y, 40, histtype='stepfilled',\n",
    "            orientation='horizontal', color='skyblue');\n",
    "y_hist.invert_xaxis() # 可以尝试不要这行，看看结果"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Patches"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.patches.Circle at 0x1d86d8b42e8>"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "ax = plt.subplot()\n",
    "ax.set_xlim([0,10])\n",
    "ax.set_ylim([0,10])\n",
    "circle = plt.Circle((5,5),radius=2,ec=\"k\",lw=2)\n",
    "rectangle = plt.Rectangle((0,0),width=3,height=2,fc=\"#ff4400\")\n",
    "polygon = plt.Polygon([[1,2],[2,9],[3,3]])\n",
    "\n",
    "ax.add_patch(rectangle)\n",
    "ax.add_patch(polygon)\n",
    "ax.add_patch(circle)\n",
    "# circle.set_visible(False);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
